diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..86b45e0
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,59 @@
+name: CI
+
+# Deterministic floor for dikw-data: lint, type-check, unit tests, and a $0
+# dataset shape-gate. Mirrors dikw-core's reusable-ci lint-type-test job, minus
+# the engine-specific legs (Postgres / wheel / e2e). NO provider keys are used —
+# this workflow never calls `dikw client eval`, so it makes no API requests.
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+permissions:
+  contents: read
+
+jobs:
+  lint-type-test:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.12", "3.13"]
+    steps:
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10  # v6.0.3
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@08807647e7069bb48b6ef5acd8ec9567f424441b  # v8.1.0
+        with:
+          enable-cache: true
+
+      - name: Set up Python ${{ matrix.python-version }}
+        run: uv python install ${{ matrix.python-version }}
+
+      - name: Sync dependencies
+        run: uv sync
+
+      - name: Ruff
+        run: uv run ruff check .
+
+      - name: Mypy
+        run: uv run mypy src
+
+      - name: Pytest
+        run: uv run pytest
+
+      - name: Validate datasets (shape gate, no API)
+        # scripts/validate_dataset.py exits non-zero on the first invalid dataset,
+        # so under `bash -e` a bad dataset fails the job. Costs nothing — pure
+        # file-shape checks (required files, corpus refs, target relationships).
+        run: |
+          for d in datasets/*/; do
+            echo "== validating $d =="
+            uv run python scripts/validate_dataset.py "$d"
+          done
diff --git a/.github/workflows/eval-gate.yml b/.github/workflows/eval-gate.yml
new file mode 100644
index 0000000..058aa85
--- /dev/null
+++ b/.github/workflows/eval-gate.yml
@@ -0,0 +1,46 @@
+name: Eval gate
+
+# A dataset change (corpus / queries / thresholds) shifts the engine's retrieval
+# numbers, so it must land with a baseline entry recording the real-vector
+# outcome. This is the dikw-data analog of dikw-core's eval-gate: a *content*
+# check (parse the added reports/BASELINES.md lines, assert a new dated entry that
+# names a retrieval metric), not a presence check — a blank-line edit won't pass.
+# Re-running the eval to verify the numbers is separate (needs provider keys).
+#
+# Override: label the PR `no-baseline-needed` for a dataset edit that genuinely
+# shifts no numbers (a corpus typo fix, a rename).
+
+on:
+  pull_request:
+    paths:
+      - 'datasets/**'
+
+permissions:
+  contents: read
+
+jobs:
+  baseline-must-update:
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    steps:
+      - uses: actions/checkout@df4cb1c069e1874edd31b4311f1884172cec0e10  # v6.0.3
+        with:
+          fetch-depth: 0
+
+      # Override via a native expression (no shell): a label containing a quote
+      # can't break detection the way an inline grep on the label could.
+      - name: Skip note (no-baseline-needed)
+        if: ${{ contains(github.event.pull_request.labels.*.name, 'no-baseline-needed') }}
+        run: |
+          echo "::notice::PR labeled 'no-baseline-needed' — skipping baseline content check."
+          echo "Reviewer is expected to confirm the dataset change shifts no numbers."
+
+      # SHAs come in via env (not inline ${{ }} in the script) — the safe pattern
+      # for workflow inputs. check_baselines.py is stdlib-only, so no uv/setup-python.
+      - name: Content-check reports/BASELINES.md
+        if: ${{ !contains(github.event.pull_request.labels.*.name, 'no-baseline-needed') }}
+        env:
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+        run: |
+          python3 tools/check_baselines.py --base-sha "$BASE_SHA" --head-sha "$HEAD_SHA"
diff --git a/.gitignore b/.gitignore
index a80b66a..194749f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,12 @@ __pycache__/
 .pytest_cache/
 .ruff_cache/
 generated/
-reports/
+# Eval run artifacts are disposable, but the human-readable baseline LOG is the
+# tracked source of truth (the eval-gate workflow asserts a new entry on dataset
+# changes). Ignore everything under reports/ EXCEPT that log — a file inside a
+# fully-ignored dir cannot be re-included, so ignore the contents, not the dir.
+reports/*
+!reports/BASELINES.md
 bases/
 datasets/markdown-books/
+.impeccable/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..874711c
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,21 @@
+# Pre-commit hooks for dikw-data. Install once: `uv run pre-commit install`.
+#
+# Local hooks shell out to `uv run` so they use the EXACT ruff / mypy pinned in
+# pyproject — no version drift between the hook and CI (.github/workflows/ci.yml).
+# These are the cheap deterministic stages; the full floor (incl. pytest +
+# dataset validation) runs in CI.
+repos:
+  - repo: local
+    hooks:
+      - id: ruff
+        name: ruff check
+        entry: uv run ruff check --force-exclude
+        language: system
+        types_or: [python, pyi]
+        require_serial: true
+      - id: mypy
+        name: mypy (strict, src)
+        entry: uv run mypy src
+        language: system
+        pass_filenames: false
+        types: [python]
diff --git a/pyproject.toml b/pyproject.toml
index 14f7c36..08c0259 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -19,8 +19,57 @@ dependencies = [
 dev = [
     "pytest>=8.0",
     "pytest-asyncio>=0.23",
+    "ruff>=0.15",
+    "mypy>=1.20",
+    "types-PyYAML",
+    # Local git pre-commit hooks (ruff + mypy) mirroring the CI floor. Wire
+    # them once with `uv run pre-commit install`; config in .pre-commit-config.yaml.
+    "pre-commit>=4.0",
 ]
 
+[tool.ruff]
+line-length = 100
+target-version = "py312"
+# This repo keeps runnable code outside src/ too (scripts/, web/), so lint the lot.
+src = ["src", "scripts", "web", "tests"]
+
+[tool.ruff.lint]
+select = ["E", "F", "W", "I", "UP", "B", "SIM", "C4", "RUF"]
+ignore = [
+    "E501",  # line length is handled by formatter
+    # This is a bilingual zh/en data factory: prompts, sample corpora, and
+    # query strings embed Chinese text and full-width punctuation directly in
+    # .py files. RUF001/002/003 (ambiguous-unicode) then fire on every CJK
+    # character — pure false positives here, so silence them repo-wide.
+    "RUF001",
+    "RUF002",
+    "RUF003",
+]
+
+[tool.ruff.lint.per-file-ignores]
+"tests/*" = ["SIM117"]
+# FastAPI's idiomatic ``Query(default=...)`` / ``Depends(...)`` in parameter
+# defaults is exactly the B008 anti-pattern, but here it's the framework's
+# contract — silence the rule scope-locally rather than refactoring endpoints.
+"web/*.py" = ["B008"]
+# This generator draws pictograms procedurally: each icon is one line of
+# grouped canvas draw-ops (``c.rect(...); c.line(...); wheel(...)``). The
+# semicolon grouping is deliberate — one line == one icon — so splitting it
+# per E702 would bloat and obscure the file. Scope the allowance to this file.
+"scripts/generate_additional_multimodal_datasets.py" = ["E702"]
+
+[tool.mypy]
+python_version = "3.12"
+strict = true
+packages = ["dikw_data"]
+mypy_path = "src"
+explicit_package_bases = true
+
+[[tool.mypy.overrides]]
+# Third-party modules without bundled type stubs in this repo's install.
+module = ["anthropic.*", "yaml.*"]
+ignore_missing_imports = true
+
 [tool.pytest.ini_options]
 testpaths = ["tests"]
 addopts = "-ra -q"
diff --git a/reports/BASELINES.md b/reports/BASELINES.md
new file mode 100644
index 0000000..eab1ecf
--- /dev/null
+++ b/reports/BASELINES.md
@@ -0,0 +1,30 @@
+# dikw-data eval baselines
+
+Dated log of real-vector eval runs against the `dikw-core` engine — the tracked
+source of truth that mirrors `dikw-core/evals/BASELINES.md`. Everything else under
+`reports/` (per-run NDJSON + `summary.json`) is disposable and gitignored; this
+file is kept under version control via the `!reports/BASELINES.md` exception in
+`.gitignore`.
+
+The `eval-gate` workflow (`.github/workflows/eval-gate.yml` +
+`tools/check_baselines.py`) requires a **new** entry here whenever a PR changes
+`datasets/**`: it must be a new dated header and name at least one retrieval
+metric. That keeps a dataset change from shifting the engine's numbers without a
+recorded, reviewable outcome.
+
+## Entry template
+
+```
+## <YYYY-MM-DD> — <short title>
+
+- dikw-core: <version>   provider: <llm>+<embedder>   retrieval: <hybrid|all>   cache: <mode>
+- <dataset>: ndcg_at_10 <v>, hit_at_3 <v>, hit_at_10 <v>, mrr <v>, recall_at_100 <v>
+- notes: <anchor delta / saturation / per-language split / std across reruns>
+```
+
+## Entries
+
+_None yet._ The first real entries come from the Phase 0→1 public-anchor
+calibration (`scifact` + `cmteb-t2-subset`); see `docs/dikw-eval-plan.md` §2.3 and
+`docs/phase0-smoke-results.md`. Phase 0 set **no gates** — the synthetic sets
+saturate at 1.0, so thresholds wait for non-saturated, anchored data.
diff --git a/scripts/add_multi_image_chunks.py b/scripts/add_multi_image_chunks.py
index 3b10bfc..a28a72d 100644
--- a/scripts/add_multi_image_chunks.py
+++ b/scripts/add_multi_image_chunks.py
@@ -6,7 +6,6 @@
 
 import yaml
 
-
 ROOT = Path(__file__).resolve().parents[1]
 DATASET = "synthetic-multimodal-datasets-v1"
 DATASET_DIR = ROOT / "datasets" / DATASET
diff --git a/scripts/apply_imagegen_multimodal_sheets.py b/scripts/apply_imagegen_multimodal_sheets.py
index f5fcb18..3aabf72 100644
--- a/scripts/apply_imagegen_multimodal_sheets.py
+++ b/scripts/apply_imagegen_multimodal_sheets.py
@@ -5,7 +5,6 @@
 
 from PIL import Image
 
-
 ROOT = Path(__file__).resolve().parents[1]
 DATASET = "synthetic-multimodal-datasets-v1"
 SHEET_DIR = Path.home() / ".codex" / "generated_images" / "019dca28-eaa6-77f0-8a22-0e9235befec2"
diff --git a/scripts/audit_corpus_quality.py b/scripts/audit_corpus_quality.py
index d7599c0..9b1b14f 100644
--- a/scripts/audit_corpus_quality.py
+++ b/scripts/audit_corpus_quality.py
@@ -6,7 +6,6 @@
 import sys
 from pathlib import Path
 
-
 BAD_PATTERNS = [
     "The user wants",
     "We need",
diff --git a/scripts/augment_multimodal_dataset.py b/scripts/augment_multimodal_dataset.py
index ef67c1f..0956bc2 100644
--- a/scripts/augment_multimodal_dataset.py
+++ b/scripts/augment_multimodal_dataset.py
@@ -7,6 +7,8 @@
 
 from generate_multimodal_asset_chunk_dataset import (
     CATEGORIES as BASE_CATEGORIES,
+)
+from generate_multimodal_asset_chunk_dataset import (
     CORPUS_DIR,
     DATASET,
     DATASET_DIR,
@@ -15,7 +17,6 @@
     yaml_scalar,
 )
 
-
 SHEET_DIR = Path.home() / ".codex" / "generated_images" / "019dca28-eaa6-77f0-8a22-0e9235befec2"
 
 
diff --git a/scripts/clean_corpus.py b/scripts/clean_corpus.py
index ba0e330..b601d5d 100644
--- a/scripts/clean_corpus.py
+++ b/scripts/clean_corpus.py
@@ -3,7 +3,6 @@
 import argparse
 import json
 import shutil
-import subprocess
 import sys
 from datetime import datetime
 from pathlib import Path
diff --git a/scripts/generate_additional_multimodal_datasets.py b/scripts/generate_additional_multimodal_datasets.py
index 899fd39..732067c 100644
--- a/scripts/generate_additional_multimodal_datasets.py
+++ b/scripts/generate_additional_multimodal_datasets.py
@@ -3,10 +3,8 @@
 import math
 import struct
 import zlib
-from collections.abc import Callable
 from pathlib import Path
 
-
 ROOT = Path(__file__).resolve().parents[1]
 W = 256
 H = 256
@@ -253,7 +251,7 @@ def landmark_icon(slug: str) -> list[Color]:
     elif slug == "forbidden_city":
         c.rect(56, 136, 200, 190, (170, 64, 46)); c.polygon([(45, 136), (211, 136), (188, 106), (68, 106)], (198, 146, 55)); c.polygon([(74, 106), (182, 106), (164, 82), (92, 82)], (198, 146, 55)); c.rect(117, 153, 139, 190, (94, 55, 37))
     elif slug == "colosseum":
-        c.ellipse(128, 140, 82, 55, (173, 143, 101)); c.rect(49, 140, 207, 188, (173, 143, 101)); 
+        c.ellipse(128, 140, 82, 55, (173, 143, 101)); c.rect(49, 140, 207, 188, (173, 143, 101))
         for x in [72, 102, 132, 162]:
             c.ellipse(x, 158, 10, 22, (88, 75, 62))
     elif slug == "tower_bridge":
diff --git a/scripts/generate_animals_multimodal_dataset.py b/scripts/generate_animals_multimodal_dataset.py
index 8d50d39..43409a6 100644
--- a/scripts/generate_animals_multimodal_dataset.py
+++ b/scripts/generate_animals_multimodal_dataset.py
@@ -5,7 +5,6 @@
 import zlib
 from pathlib import Path
 
-
 ROOT = Path(__file__).resolve().parents[1]
 DATASET_DIR = ROOT / "datasets" / "synthetic-animals-multimodal-v1"
 CORPUS_DIR = DATASET_DIR / "corpus"
@@ -69,7 +68,7 @@ def draw_icon(kind: str) -> list[tuple[int, int, int]]:
                     p = blend(p, (30, 35, 30), 0.96)
                 if ellipse(x, y, 128, 145, 9, 6):
                     p = blend(p, (93, 48, 45), 0.9)
-                if abs(y - 150) < 2 and 88 < x < 115 or abs(y - 150) < 2 and 141 < x < 168:
+                if (abs(y - 150) < 2 and 88 < x < 115) or (abs(y - 150) < 2 and 141 < x < 168):
                     p = blend(p, (80, 58, 47), 0.55)
 
             elif kind == "dog":
diff --git a/scripts/generate_bilingual_corpus.py b/scripts/generate_bilingual_corpus.py
index af1552b..b645b5b 100644
--- a/scripts/generate_bilingual_corpus.py
+++ b/scripts/generate_bilingual_corpus.py
@@ -6,14 +6,12 @@
 import sys
 from dataclasses import dataclass
 from pathlib import Path
-from typing import Any
 
 from dikw_data.audit import AuditRecord, AuditStore
 from dikw_data.llm_client import RetryingMiniMaxClient, TaskResult
 from dikw_data.pipeline import add_provider_args, load_config_from_args
 from dikw_data.tasks import LLMTask, hash_text
 
-
 PROMPT_VERSION = "v1"
 MISSING_PROMPT_VERSION = "v5-clean"
 
diff --git a/scripts/generate_diverse_dataset.py b/scripts/generate_diverse_dataset.py
index a00b5d4..eec4017 100644
--- a/scripts/generate_diverse_dataset.py
+++ b/scripts/generate_diverse_dataset.py
@@ -4,7 +4,6 @@
 import sys
 from pathlib import Path
 
-
 TOPICS = [
     {
         "stem": "chinese-history-tang-founding",
diff --git a/scripts/generate_fruits_multimodal_dataset.py b/scripts/generate_fruits_multimodal_dataset.py
index 6cf0de6..2caf6c2 100644
--- a/scripts/generate_fruits_multimodal_dataset.py
+++ b/scripts/generate_fruits_multimodal_dataset.py
@@ -5,7 +5,6 @@
 import zlib
 from pathlib import Path
 
-
 ROOT = Path(__file__).resolve().parents[1]
 DATASET_DIR = ROOT / "datasets" / "synthetic-fruits-multimodal-v1"
 CORPUS_DIR = DATASET_DIR / "corpus"
diff --git a/scripts/generate_multimodal_asset_chunk_dataset.py b/scripts/generate_multimodal_asset_chunk_dataset.py
index f43d102..6120904 100644
--- a/scripts/generate_multimodal_asset_chunk_dataset.py
+++ b/scripts/generate_multimodal_asset_chunk_dataset.py
@@ -4,7 +4,6 @@
 from dataclasses import dataclass
 from pathlib import Path
 
-
 ROOT = Path(__file__).resolve().parents[1]
 DATASET = "synthetic-multimodal-datasets-v1"
 DATASET_DIR = ROOT / "datasets" / DATASET
diff --git a/scripts/generate_queries_local.py b/scripts/generate_queries_local.py
index 4c51f30..4c168d2 100644
--- a/scripts/generate_queries_local.py
+++ b/scripts/generate_queries_local.py
@@ -1,11 +1,9 @@
 from __future__ import annotations
 
 import argparse
-import re
 import sys
 from pathlib import Path
 
-
 NEGATIVE_QUERIES = [
     "What's the weather in Shanghai tomorrow?",
     "How do I tune a PostgreSQL vacuum schedule for a write-heavy table?",
@@ -53,8 +51,6 @@ def build_positive_queries(docs: list[Path], limit: int) -> list[dict[str, objec
 
     queries: list[dict[str, object]] = []
     for path in selected:
-        text = path.read_text(encoding="utf-8")
-        title = extract_title(text, path.stem)
         marker = "dikwdoc" + path.stem.replace("-", "")
         if path.name.startswith("zh-"):
             queries.append(
@@ -90,16 +86,6 @@ def spread(items: list[Path], count: int) -> list[Path]:
     return picked
 
 
-def extract_title(text: str, fallback: str) -> str:
-    match = re.search(r"^title:\s*(.+)$", text, flags=re.MULTILINE)
-    if match:
-        return match.group(1).strip().strip('"')
-    match = re.search(r"^#\s+(.+)$", text, flags=re.MULTILINE)
-    if match:
-        return match.group(1).strip()
-    return fallback
-
-
 def write_dataset_yaml(dataset_dir: Path) -> None:
     name = dataset_dir.name
     content = f"""name: {name}
diff --git a/scripts/repair_corpus_local.py b/scripts/repair_corpus_local.py
index 55f8163..29107b7 100644
--- a/scripts/repair_corpus_local.py
+++ b/scripts/repair_corpus_local.py
@@ -8,7 +8,6 @@
 
 from audit_corpus_quality import audit_dataset, file_reasons
 
-
 CONCEPTS = [
     ("chunk 切分", "heading-aware chunking"),
     ("BM25 召回", "BM25 recall"),
diff --git a/scripts/run_eval.py b/scripts/run_eval.py
index 22b16ed..661e5af 100644
--- a/scripts/run_eval.py
+++ b/scripts/run_eval.py
@@ -22,7 +22,7 @@
 import os
 import subprocess
 import sys
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from pathlib import Path
 
 PROJECT_ROOT = Path(__file__).resolve().parents[1]
@@ -31,9 +31,10 @@
     if _entry not in sys.path:
         sys.path.insert(0, _entry)
 
-from dikw_data.config import load_dotenv  # noqa: E402
 from scripts.validate_dataset import validate  # noqa: E402
 
+from dikw_data.config import load_dotenv  # noqa: E402
+
 DIKW_LAUNCH: tuple[str, ...] = ("uv", "run", "dikw")
 DEFAULT_REQUIRED_KEYS: tuple[str, ...] = ("MINIMAX_API_KEY", "GITEE_API_KEY")
 DEFAULT_ENV = PROJECT_ROOT / ".env"
@@ -93,9 +94,9 @@ def build_eval_command(
     if pretty:
         eval_args.append("--pretty")
 
-    client = list(launch) + ["client"]
+    client = [*launch, "client"]
     if mode == "serve-and-run":
-        return client + ["serve-and-run", "--base", str(base), "--"] + eval_args
+        return [*client, "serve-and-run", "--base", str(base), "--", *eval_args]
     cmd = client + eval_args
     if server:
         cmd += ["--server", server]
@@ -214,7 +215,7 @@ def ensure_base(base: Path, template: Path, *, launch: tuple[str, ...] = DIKW_LA
 
 
 def _utc_stamp() -> str:
-    return datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%SZ")
+    return datetime.now(UTC).strftime("%Y%m%dT%H%M%SZ")
 
 
 def main(argv: list[str] | None = None) -> int:
diff --git a/scripts/stamp_corpus_markers.py b/scripts/stamp_corpus_markers.py
index f517773..703501e 100644
--- a/scripts/stamp_corpus_markers.py
+++ b/scripts/stamp_corpus_markers.py
@@ -5,7 +5,6 @@
 import sys
 from pathlib import Path
 
-
 MARKER_PREFIX = "dikwdoc"
 
 
diff --git a/src/dikw_data/audit.py b/src/dikw_data/audit.py
index a2b5f89..a7b3833 100644
--- a/src/dikw_data/audit.py
+++ b/src/dikw_data/audit.py
@@ -9,7 +9,6 @@
 from pathlib import Path
 from typing import Any
 
-
 TERMINAL_SUCCESS = "succeeded"
 FAILED = "failed"
 NEEDS_MANUAL_REVIEW = "needs_manual_review"
diff --git a/src/dikw_data/codex_transport.py b/src/dikw_data/codex_transport.py
index 148c51a..250e49d 100644
--- a/src/dikw_data/codex_transport.py
+++ b/src/dikw_data/codex_transport.py
@@ -223,7 +223,7 @@ async def complete(self, *, system: str, user: str, model: str) -> str:
             raise
         except (TypeError, AttributeError):
             raise
-        except Exception as e:  # noqa: BLE001 — SDK exception types vary by version
+        except Exception as e:
             status = getattr(e, "status_code", None)
             raise MiniMaxCallError(str(e), status_code=status) from e
 
diff --git a/src/dikw_data/config.py b/src/dikw_data/config.py
index b6314c8..df7ce50 100644
--- a/src/dikw_data/config.py
+++ b/src/dikw_data/config.py
@@ -6,7 +6,6 @@
 from pathlib import Path
 from typing import Any
 
-
 PROJECT_ROOT = Path(__file__).resolve().parents[2]
 DEFAULT_CONFIG_PATH = PROJECT_ROOT / "configs" / "minimax.yml"
 DEFAULT_ENV_PATH = PROJECT_ROOT / ".env"
@@ -123,7 +122,7 @@ def _mapping(value: Any, name: str) -> dict[str, Any]:
 def _load_yaml_mapping(path: Path) -> dict[str, Any]:
     text = path.read_text(encoding="utf-8")
     try:
-        import yaml  # type: ignore[import-not-found]
+        import yaml
 
         raw = yaml.safe_load(text) or {}
         if not isinstance(raw, dict):
diff --git a/src/dikw_data/llm_client.py b/src/dikw_data/llm_client.py
index 489715f..e7e5262 100644
--- a/src/dikw_data/llm_client.py
+++ b/src/dikw_data/llm_client.py
@@ -9,11 +9,10 @@
 from dataclasses import dataclass
 from typing import Any, Protocol
 
-from .audit import AuditStore, FAILED, NEEDS_MANUAL_REVIEW, TERMINAL_SUCCESS
+from .audit import FAILED, NEEDS_MANUAL_REVIEW, TERMINAL_SUCCESS, AuditStore
 from .config import LLMConfig, get_required_env
 from .tasks import LLMTask
 
-
 RETRYABLE_STATUSES = {408, 409, 429, 529}
 NON_RETRYABLE_STATUSES = {400, 401, 403}
 
@@ -334,7 +333,10 @@ async def _repair_json(self, *, task: LLMTask, broken_json: str) -> str:
 
     def _backoff_seconds(self, attempt: int) -> float:
         policy = self.config.retry_policy
-        base = min(
+        # Annotated float because ``2 ** (attempt - 1)`` (int ** int) is typed Any
+        # in typeshed — negative exponents yield a float — which otherwise widens
+        # ``base`` and both returns to Any under strict mypy.
+        base: float = min(
             policy.max_backoff_seconds,
             policy.initial_backoff_seconds * (2 ** (attempt - 1)),
         )
diff --git a/src/dikw_data/pipeline.py b/src/dikw_data/pipeline.py
index 318e76b..63ecbf9 100644
--- a/src/dikw_data/pipeline.py
+++ b/src/dikw_data/pipeline.py
@@ -12,7 +12,6 @@
 from .llm_client import RetryingMiniMaxClient
 from .tasks import LLMTask, hash_text
 
-
 PROVIDERS = ("minimax", "deepseek", "codex")
 
 
diff --git a/src/dikw_data/quality_review.py b/src/dikw_data/quality_review.py
index bf70ce0..79c1a22 100644
--- a/src/dikw_data/quality_review.py
+++ b/src/dikw_data/quality_review.py
@@ -20,7 +20,6 @@
 from .pipeline import prompt_task
 from .tasks import LLMTask
 
-
 DECISIONS = {"pass", "warn", "fail"}
 IMAGE_REF = re.compile(r"!\[([^\]]*)\]\(([^)\n]+)\)")
 HEADING_REF = re.compile(r"^##\s+(.+)$", re.MULTILINE)
diff --git a/tests/test_check_baselines.py b/tests/test_check_baselines.py
new file mode 100644
index 0000000..a8b77e7
--- /dev/null
+++ b/tests/test_check_baselines.py
@@ -0,0 +1,69 @@
+"""Unit tests for the pure baseline-content check behind eval-gate.yml."""
+
+from __future__ import annotations
+
+from tools.check_baselines import check_baseline_addition
+
+# A well-formed new entry: dated header + a retrieval metric on the added lines.
+GOOD_ENTRY = [
+    "## 2026-06-25 — scifact + cmteb anchor calibration",
+    "",
+    "dikw-core v0.6.1, MiniMax+Gitee, --retrieval all.",
+    "scifact: ndcg_at_10 0.67, hit_at_3 0.71, recall_at_100 0.92.",
+]
+
+
+def test_passes_with_new_dated_entry_and_metric():
+    assert (
+        check_baseline_addition(
+            GOOD_ENTRY, existing_headers=set(), touches_datasets=True
+        )
+        == []
+    )
+
+
+def test_noop_when_datasets_untouched():
+    # No dataset change → the gate does not apply, even with no entry at all.
+    assert (
+        check_baseline_addition([], existing_headers=set(), touches_datasets=False)
+        == []
+    )
+
+
+def test_fails_without_new_header():
+    violations = check_baseline_addition(
+        ["Tweaked some prose, ndcg_at_10 still 0.67."],
+        existing_headers=set(),
+        touches_datasets=True,
+    )
+    assert any("no NEW dated/versioned entry header" in v for v in violations)
+
+
+def test_fails_when_header_is_reused():
+    header = "## 2026-06-25 — scifact + cmteb anchor calibration"
+    # Header already exists at base → not a genuinely new entry.
+    violations = check_baseline_addition(
+        [header, "ndcg_at_10 0.67"],
+        existing_headers={header},
+        touches_datasets=True,
+    )
+    assert any("no NEW dated/versioned entry header" in v for v in violations)
+
+
+def test_fails_without_retrieval_metric():
+    violations = check_baseline_addition(
+        ["## 2026-06-25 — new dataset", "", "Added a corpus, looks good."],
+        existing_headers=set(),
+        touches_datasets=True,
+    )
+    assert any("names no" in v and "retrieval metric" in v for v in violations)
+
+
+def test_subsection_header_does_not_count_as_entry():
+    # `### ` is a sub-section, not a top-level dated entry.
+    violations = check_baseline_addition(
+        ["### 2026-06-25 details", "ndcg_at_10 0.67"],
+        existing_headers=set(),
+        touches_datasets=True,
+    )
+    assert any("no NEW dated/versioned entry header" in v for v in violations)
diff --git a/tests/test_run_eval.py b/tests/test_run_eval.py
index 26bfde1..98f3761 100644
--- a/tests/test_run_eval.py
+++ b/tests/test_run_eval.py
@@ -3,7 +3,6 @@
 from pathlib import Path
 
 import pytest
-
 from scripts.run_eval import (
     build_eval_command,
     merge_env,
diff --git a/tests/test_transport_factory.py b/tests/test_transport_factory.py
index 2af4d40..8236048 100644
--- a/tests/test_transport_factory.py
+++ b/tests/test_transport_factory.py
@@ -7,8 +7,8 @@
 import pytest
 
 import dikw_data.llm_client as llm_client
-from dikw_data.config import config_path_for, load_llm_config
 from dikw_data.codex_transport import CodexResponsesTransport
+from dikw_data.config import config_path_for, load_llm_config
 from dikw_data.llm_client import AnthropicTransport, build_transport
 
 
diff --git a/tests/test_web_review.py b/tests/test_web_review.py
index 201ccd3..599fa49 100644
--- a/tests/test_web_review.py
+++ b/tests/test_web_review.py
@@ -1,14 +1,14 @@
 from __future__ import annotations
 
-import sqlite3
 import json
+import sqlite3
 from pathlib import Path
 
 import yaml
 from fastapi.testclient import TestClient
+from web.app import create_app
 
 from dikw_data.quality_review import QualityReviewItem, QualityReviewStore
-from web.app import create_app
 
 
 def make_dataset(root: Path, name: str = "demo") -> Path:
diff --git a/tools/check_baselines.py b/tools/check_baselines.py
new file mode 100644
index 0000000..4ce6f1e
--- /dev/null
+++ b/tools/check_baselines.py
@@ -0,0 +1,173 @@
+"""Content check for ``reports/BASELINES.md`` additions — the gate behind
+``.github/workflows/eval-gate.yml``.
+
+dikw-data's analog of ``dikw-core/tools/check_baselines.py``, scoped down to the
+one change-type this repo gates: **dataset changes must come with a baseline
+entry showing the real-vector outcome.** A dataset (corpus / queries /
+``thresholds:``) edit shifts retrieval numbers, so a PR that touches
+``datasets/**`` must record a new dated entry in ``reports/BASELINES.md`` that
+names a retrieval metric — otherwise a silent regression (or an un-recalibrated
+threshold) merges unreviewed.
+
+This is a *content* check, not a presence check: it parses the **added** lines of
+the BASELINES.md diff and asserts they form a substantive, new entry:
+
+  * a genuinely NEW dated/versioned header (``## <YYYY-MM-DD|X.Y.Z> — …``) whose
+    text is not already in the base-revision file — so neither a one-char edit to
+    an old entry nor a copy-pasted stale header passes; and
+  * at least one retrieval metric token (nDCG / hit@k / MRR / recall) on the
+    added lines — so a prose-only edit does not satisfy the gate.
+
+Re-running the eval to verify the numbers is out of scope here (it needs provider
+keys and real spend); this gate enforces that the human-readable record exists and
+has the right shape. Override for genuinely non-metric dataset edits (a typo fix in
+a corpus doc, a rename) by labelling the PR ``no-baseline-needed``.
+
+The pure :func:`check_baseline_addition` is unit-tested in
+``tests/test_check_baselines.py``; :func:`main` adds the git plumbing the workflow
+calls.
+"""
+
+from __future__ import annotations
+
+import argparse
+import re
+import subprocess
+import sys
+
+BASELINES_PATH = "reports/BASELINES.md"
+
+# The path surface the gate cares about — keep in sync with eval-gate.yml `on.paths`.
+# datasets/*/dataset.yaml carries the `thresholds:` block, so watching datasets/**
+# covers both corpus/query changes and threshold edits.
+_DATASET_PREFIXES = ("datasets/",)
+
+# A new top-level entry header must LEAD with a date (`2026-06-25`) or semver
+# (`0.1.0`), matching the convention `## <date|semver> — title`. Anchoring to the
+# start rejects `### ` sub-sections and `## ` headings that merely mention a date.
+_ENTRY_HEADER_RE = re.compile(r"^##\s+(?:\d{4}-\d{2}-\d{2}|\d+\.\d+\.\d+)\b")
+
+# Retrieval-ablation vocabulary: nDCG@10 / ndcg_at_10, hit_at_3 / hit@k, mrr / MRR,
+# recall_at_100 / recall@100. Each alternative needs a value-bearing suffix
+# (`_`/`@`) so prose ("recall that…") doesn't satisfy the leg.
+_RETRIEVAL_METRIC_RE = re.compile(r"ndcg[_@]|hit[_@]|recall[_@]|\bmrr\b", re.IGNORECASE)
+
+_LABEL_HINT = (
+    "If this dataset edit genuinely shifts no retrieval numbers (a corpus typo "
+    "fix, a rename), label the PR 'no-baseline-needed'."
+)
+
+
+def _entry_headers(lines: list[str]) -> list[str]:
+    """The dated/versioned entry-header lines among ``lines`` (stripped)."""
+    return [line.strip() for line in lines if _ENTRY_HEADER_RE.match(line)]
+
+
+def check_baseline_addition(
+    added_lines: list[str],
+    *,
+    existing_headers: set[str],
+    touches_datasets: bool,
+) -> list[str]:
+    """Return a list of violation messages for a BASELINES.md addition.
+
+    ``added_lines`` are the post-``+`` text lines added to BASELINES.md in the PR
+    diff (the leading ``+`` already stripped). ``existing_headers`` is the set of
+    entry-header lines (stripped) already in the base-revision file, used to reject
+    a reused/stale header. When ``touches_datasets`` is False the gate is a no-op
+    (empty list). An empty return list == pass.
+    """
+    if not touches_datasets:
+        return []
+
+    violations: list[str] = []
+    full_text = "\n".join(added_lines)
+
+    new_headers = [h for h in _entry_headers(added_lines) if h not in existing_headers]
+    if not new_headers:
+        violations.append(
+            "reports/BASELINES.md has no NEW dated/versioned entry header "
+            "(`## <YYYY-MM-DD|X.Y.Z> — …` not already in the file) among the added "
+            "lines. A datasets/** change needs a new baseline entry showing the "
+            f"real-vector outcome — don't reuse or edit an old header. {_LABEL_HINT}"
+        )
+    if not _RETRIEVAL_METRIC_RE.search(full_text):
+        violations.append(
+            "datasets/** change: the new reports/BASELINES.md entry names no "
+            "retrieval metric (nDCG / hit@k / MRR / recall). Record the observed "
+            f"ranking numbers from a real-vector run. {_LABEL_HINT}"
+        )
+    return violations
+
+
+# ---- git plumbing (not unit-tested; exercised by the workflow) -----------
+
+
+def _git(args: list[str]) -> str:
+    return subprocess.run(
+        ["git", *args], check=True, capture_output=True, text=True
+    ).stdout
+
+
+def _added_lines(base_sha: str, head_sha: str, path: str) -> list[str]:
+    # --unified=0: no context lines, so every `+` line is a real addition.
+    # Three-dot (merge-base): isolate the PR's own changes and match GitHub's
+    # `on.paths` semantics, so a base-branch advance can't leak into the diff.
+    out = _git(["diff", "--unified=0", f"{base_sha}...{head_sha}", "--", path])
+    return [
+        line[1:]
+        for line in out.splitlines()
+        if line.startswith("+") and not line.startswith("+++")
+    ]
+
+
+def _changed_files(base_sha: str, head_sha: str) -> list[str]:
+    return _git(["diff", "--name-only", f"{base_sha}...{head_sha}"]).splitlines()
+
+
+def _base_headers(base_sha: str, path: str) -> set[str]:
+    """Entry headers already in the base-revision file (empty if it's new here)."""
+    try:
+        out = _git(["show", f"{base_sha}:{path}"])
+    except subprocess.CalledProcessError:
+        return set()  # path did not exist at base — a brand-new BASELINES.md
+    return set(_entry_headers(out.splitlines()))
+
+
+def _touches(changed: list[str], prefixes: tuple[str, ...]) -> bool:
+    return any(f.startswith(p) for f in changed for p in prefixes)
+
+
+def main(argv: list[str] | None = None) -> int:
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument("--base-sha", required=True)
+    parser.add_argument("--head-sha", required=True)
+    parser.add_argument("--baselines-path", default=BASELINES_PATH)
+    args = parser.parse_args(argv)
+
+    try:
+        added = _added_lines(args.base_sha, args.head_sha, args.baselines_path)
+        changed = _changed_files(args.base_sha, args.head_sha)
+        existing = _base_headers(args.base_sha, args.baselines_path)
+    except subprocess.CalledProcessError as e:
+        print(
+            "::error::git diff failed (base/head SHA unreachable? check "
+            f"actions/checkout fetch-depth: 0): {e}"
+        )
+        return 1
+
+    violations = check_baseline_addition(
+        added,
+        existing_headers=existing,
+        touches_datasets=_touches(changed, _DATASET_PREFIXES),
+    )
+    if violations:
+        for v in violations:
+            print(f"::error::{v}")
+        return 1
+    print("::notice::reports/BASELINES.md content check passed.")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/uv.lock b/uv.lock
index e32120f..e0b10e6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,10 @@
 version = 1
 revision = 3
 requires-python = ">=3.12"
+resolution-markers = [
+    "python_full_version >= '3.15'",
+    "python_full_version < '3.15'",
+]
 
 [[package]]
 name = "annotated-doc"
@@ -52,6 +56,46 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
 ]
 
+[[package]]
+name = "ast-serialize"
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/9d/09e27731bd5864a9ce04e3244074e674bb8936bf62b45e0357248717adac/ast_serialize-0.5.0.tar.gz", hash = "sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6", size = 61157, upload-time = "2026-05-17T17:48:29.429Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c0/9a/13dde51ba9e15f8b97957ab7cb0120d0e381524d651c6bd630b9c359227f/ast_serialize-0.5.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a", size = 1183520, upload-time = "2026-05-17T17:47:30.831Z" },
+    { url = "https://files.pythonhosted.org/packages/37/de/5a7f0a9fe68944f536632a5af84676739c7d2582be42deb082634bf3a754/ast_serialize-0.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b", size = 1175779, upload-time = "2026-05-17T17:47:32.551Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/81/0bb853e76e4f6e9a1855d569003c59e19ffac45f7079d91505d1bb212f92/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1", size = 1233750, upload-time = "2026-05-17T17:47:34.731Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/d3/4cf705beeccc08754d0bbda99aefff26110e209b9a07ac8a6b60eec48531/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6", size = 1235942, upload-time = "2026-05-17T17:47:36.287Z" },
+    { url = "https://files.pythonhosted.org/packages/26/c8/ee097e437ea27dd2b8b227865c875492b585650a5802a22d82b304c8201b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2", size = 1442517, upload-time = "2026-05-17T17:47:38.17Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/bd/68063442838f1ba68ec72b5436430bc75b3bb17a1a3c3063f09b0c05ae2b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903", size = 1254081, upload-time = "2026-05-17T17:47:39.826Z" },
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+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -521,6 +803,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "types-pyyaml"
+version = "6.0.12.20260518"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b8/83/4a1afc3fbfcf5b8d46fc390cd95ed6b0dc9010a265f4e9f46314efffa37a/types_pyyaml-6.0.12.20260518.tar.gz", hash = "sha256:d917f83fb38462550338c1297faedd860b3ec83912b96b1e3d73255f7473e466", size = 17850, upload-time = "2026-05-18T06:01:58.675Z" }
+wheels = [
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+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -554,3 +845,18 @@ sdist = { url = "https://files.pythonhosted.org/packages/1f/93/041fca8274050e40e
 wheels = [
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 ]
+
+[[package]]
+name = "virtualenv"
+version = "21.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "distlib" },
+    { name = "filelock" },
+    { name = "platformdirs" },
+    { name = "python-discovery" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f1/a5/81f987504738e6defeed61ec1c47e2aefab3c35d8eeb87e1b3f38cf28254/virtualenv-21.5.1.tar.gz", hash = "sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8", size = 4578798, upload-time = "2026-06-16T16:23:58.603Z" }
+wheels = [
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+]
diff --git a/web/app.py b/web/app.py
index fe7b524..c4ebfe1 100644
--- a/web/app.py
+++ b/web/app.py
@@ -5,10 +5,11 @@
 import json
 import re
 import sqlite3
+from collections.abc import Callable
 from dataclasses import dataclass
 from datetime import UTC, datetime
 from pathlib import Path
-from typing import Any, Callable
+from typing import Any
 from urllib.parse import parse_qs, quote
 
 import yaml
@@ -17,7 +18,6 @@
 
 from dikw_data.quality_review import QualityReviewStore, run_quality_review
 
-
 ROOT = Path(__file__).resolve().parents[1]
 IMAGE_REF = re.compile(r"!\[([^\]]*)\]\(([^)\n]+)\)")
 LANGUAGE_LINE = re.compile(r"^language:\s*([^\r\n]+)", re.MULTILINE)